OOIR: Observatory of International Research

Papers

(The H4-Index of Neural Computation is 19. The table below lists those papers that are above that threshold based on CrossRef citation counts [max. 250 papers]. The publications cover those that have been published in the past four years, i.e., from 2020-05-01 to 2024-05-01.)

Article	Citations
A Survey on Deep Learning for Multimodal Data Fusion	267
The Remarkable Robustness of Surrogate Gradient Learning for Instilling Complex Function in Spiking Neural Networks	90
Deeply Felt Affect: The Emergence of Valence in Deep Active Inference	83
Active Inference: Demystified and Compared	77
Sophisticated Inference	65
Parametric UMAP Embeddings for Representation and Semisupervised Learning	60
Shaping Dynamics With Multiple Populations in Low-Rank Recurrent Networks	45
Large Language Models and the Reverse Turing Test	36
Whence the Expected Free Energy?	30
A Mean-Field Description of Bursting Dynamics in Spiking Neural Networks with Short-Term Adaptation	29
Classification of Autism Spectrum Disorder From EEG-Based Functional Brain Connectivity Analysis	29
Replay in Deep Learning: Current Approaches and Missing Biological Elements	28
Conductance-Based Adaptive Exponential Integrate-and-Fire Model	25
Artificial Neural Variability for Deep Learning: On Overfitting, Noise Memorization, and Catastrophic Forgetting	24
The Effect of Class Imbalance on Precision-Recall Curves	24
Advancements in Algorithms and Neuromorphic Hardware for Spiking Neural Networks	24
How to Represent Part-Whole Hierarchies in a Neural Network	22
Deep Network With Approximation Error Being Reciprocal of Width to Power of Square Root of Depth	22
Predictive Processing in Cognitive Robotics: A Review	21
On a Scalable Entropic Breaching of the Overfitting Barrier for Small Data Problems in Machine Learning	19
Predictive Coding Approximates Backprop Along Arbitrary Computation Graphs	19